AWS re:Invent 2025 - Optimize agentic AI apps with semantic caching in Amazon ElastiCache (DAT451)

2025-12-15 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing RAG

Multi-agent AI systems now orchestrate complex workflows requiring frequent foundation model calls. In this session, learn how you can reduce latencies to single-digit milliseconds from single-digit seconds with vector search for Amazon ElastiCache for Valkey in agentic AI applications using semantic caching, while also reducing the cost incurred from your foundation models for production workloads. By implementing semantic caching in agentic architectures like RAG-powered assistants and autonomous agents, customers can create performant and cost-effective production-scale agentic AI systems.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Web3 + AI: Agents that mean business (DAT318)

2025-12-09 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Blockchain Cloud Computing Cyber Security Web3

AWS is accelerating Web3 development across diverse use cases, including AI agents entering the digital economy, through core infrastructure, specialized offerings, and partner solutions. Join AWS and Coinbase to dive deep into the fundamental building blocks and full-stack architecture where AI agents, powered by Amazon Bedrock, execute digital assets payments using open payment protocols over a public blockchain. To ensure transaction security, these agents are equipped with wallets built on AWS Nitro Enclaves. Join this session to learn how to leverage AWS and Coinbase technologies to shape the future of autonomous online payments.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Data Processing architectures for building AI solutions (ANT328)

2025-12-08 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Athena Amazon EMR AWS Glue Cloud Computing Data Management Cyber Security

Prepare to revolutionize your data infrastructure for the AI era with Amazon EMR, AWS Glue, and Amazon Athena. This session will guide you through leveraging these powerful AWS services to construct robust, scalable data architectures that empower AI solutions at scale. Gain insights into effective architectural strategies for data processing to build AI applications, optimizing for cost-efficiency and security. Explore architectural frameworks that underpin successful AI-driven data initiatives, and learn from field lessons on how to navigate modernization projects. Whether you’re starting your modernization journey or refining current setups, this session offers practical strategies to fast-track your organization towards achieving excellence in AI-powered data management.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Simplify permissions management across Amazon Redshift warehouses (ANT350)

2025-12-08 · AWS re:Invent 2024 Watch

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Agile/Scrum Analytics Cloud Computing Redshift

As organizations scale their analytics infrastructure, they deploy multiple Amazon Redshift clusters for workload isolation, cost attribution, and performance optimization. For each new cluster, teams must create databases linked to each data share and recreate permission policies locally. This fragmented approach becomes unmanageable as more clusters are brought online. Join us to learn how Amazon Redshift Federated Permissions removes this permission management complexity by providing centralized governance across multiple warehouses.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - A tale of two transactions (DAT455)

2025-12-08 · AWS re:Invent 2024 Watch

video

by Marc Brooker (Amazon Web Services (AWS))

Agile/Scrum Aurora Cloud Computing postgresql

If you are curious how transactions are processed differently in Amazon Aurora DSQL versus Amazon Aurora PostgreSQL, join Marc Brooker, AWS VP and Distinguished Engineer, as he dives into how transactions are processed in these two databases – right down to the code level. You’ll understand how each database handles multiple transactions accessing or changing the data at the same time, why they use different approaches, and what that means for your architectures. You’ll leave with a deep intuition for what makes database workloads scale and ability to think about how to apply those lessons to your architectures and code.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Build, govern, and share Amazon Quick Suite dashboards with Amazon SageMaker

2025-12-08 · AWS re:Invent 2024 Watch

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Agile/Scrum BI Cloud Computing Dashboard Amazon SageMaker

Learn how to go from finding data in Amazon SageMaker Catalog to building shareable dashboards in Amazon Quick Suite in a single, secure workflow. This session shows how the integration between the next generation of Amazon SageMaker and Amazon Quick Suite brings business intelligence dashboard governance into the same environment where you discover and prepare data. See how to manage access, ensure compliance, and share trusted insights across teams without moving data between systems.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Agentic AI Meets responsible AI: Strategy and best practices (AIM422)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing

AI agents offer powerful capabilities and require thoughtful design to help manage risks. This session explores responsible agentic AI implementation with appropriate controls and governance. Understand some of the scientific frontiers that inform design considerations, including the language of AI agents, context management, agent interactions, and common sense reasoning. Learn approaches for human oversight, risk mitigation, evaluation methods, and control mechanisms to help align agent behaviors with organizational goals, and help make agentic AI both effective and trustworthy.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Customize Amazon Nova models for enhanced tool calling (AIM380)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum API Cloud Computing Amazon SageMaker

Learn how to leverage Amazon SageMaker's training jobs with recipes to fine-tune Nova models using Direct Preference Optimization (DPO) and Supervised Fine-Tuning (SFT) techniques and seamlessly deploy them in Amazon Bedrock. This session demonstrates how to fine-tune Nova models for advanced tool-calling capabilities, enabling intelligent agents that can autonomously execute workflows by interfacing with multiple AWS services, custom APIs, and internal tools. Learn how to customize, evaluate, and deploy Nova models for production-ready agentic systems that can handle multi-step business processes while maintaining reliability and control.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Video sampling & search using ElastiCache & multimodal embeddings (DAT433)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum Cloud Computing

Multimodal embeddings enable a wide range of video analysis capabilities, from content understanding and summarization to classification and recommendations. In this code talk, learn how to use smart sampling and video search, generating multimodal embeddings in Amazon Bedrock and using vector search powered by Amazon ElastiCache. See live coding examples to discover how to build delightful video experiences for your customers.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Agentic data engineering with AWS Analytics MCP Servers (ANT335)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Analytics Athena Amazon EMR AWS Glue Cloud Computing Data Engineering Redshift

In this session, we will introduce AWS Analytics Model Context Protocol (MCP) Servers, including the Data Processing MCP Server and Amazon Redshift MCP Server, which enable agentic workflows across AWS Glue, Amazon EMR, Amazon Athena, and Amazon Redshift. You will learn how these open-source tools simplify complex analytics operations through natural language interactions with AI agents. We'll cover MCP server implementation strategies, real-world use cases, architectural patterns for deployment, and production best practices for building intelligent data engineering workflows that understand and orchestrate your analytics environment.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Autonomous Web3 agents on AWS (DAT457)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Blockchain Cloud Computing Web3

In this code talk, we will demonstrate how to leverage Amazon Bedrock AgentCore and Strands Agents SDK to build a crypto AI agent that can query real-time and historical blockchain data to perform analysis, execute on-chain transactions using integrated wallets, and more. Learn how to build an agent programmatically that can retrieve data from topic-specific knowledge bases, query historical public blockchain data provided by Open Data on AWS, query for real-time data, and sign blockchain transactions with AWS KMS.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Supercharge app intelligence using gen AI with Amazon DocumentDB (DAT313)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing GenAI MongoDB

In this session, explore how you can use the generative AI capabilities of Amazon DocumentDB (with MongoDB compatibility) to make your existing applications more powerful. See demos showcasing how easily you can implement semantic search, build chatbots, and execute ML predictions within Amazon DocumentDB.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Deep Dive into Deloitte's Amazon Neptune GenAI Security Intelligence Center

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing GenAI Cyber Security

To adapt to an ever-changing threat landscape, effective cybersecurity must align policy interpretation, operational enforcement, and real-time metrics in a continuous feedback loop. Generative AI has a large role to play in retrieving relevant data and coordinating and adapting this complex task across a disparate set of tools and information sources. In this session you will learn about different options for developing GraphRAG capabilities using Amazon Neptune that supply highly relevant connected data to agentic workflows, and how Deloitte used the AWS GraphRAG Toolkit to build a Security Intelligence Center that produces predictive security guidance based on timely organizational context.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Unlock Advanced Model Training: Reinforcement Fine-tuning on Bedrock (AIM3327)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing

Organizations struggle to customize AI models for complex tasks due to the extensive human annotation required for traditional fine-tuning approaches. Learn how Amazon Bedrock's new Reinforcement Fine Tuning (RFT) capabilities enable developers to train models using custom evaluators instead of large labeled datasets. Discover how to implement RFT with Amazon Nova and open-source models using techniques like RLVR for code generation and RLAIF for AI feedback. We'll demonstrate how these RL-based customization methods improve model accuracy, safety, and adaptability for enterprise applications while reducing the burden of data annotation.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Build production AI agents with the Strands Agents SDK for TypeScript (AIM3331)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing JavaScript LLM Python TypeScript

Discover how to build enterprise-ready AI agents using the newly launched Strands Agents SDK for TypeScript. This session introduces developers to a simple model-driven framework for building agents that run on any cloud, support multiple LLM providers, and integrate with the tools you already have. Learn how TypeScript developers can now leverage the same production-ready agent framework that Python teams have been using, with full type safety and seamless integration into modern JavaScript ecosystems. We'll cover key features, demonstrate multi-agent patterns, and explore deployment options from Amazon EKS to Amazon Bedrock AgentCore with live coding examples.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - From prompt to production: On-brand marketing images with Amazon Nova (AIM373)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing Marketing

Ad and marketing teams are racing to harness text-to-image models, but creating high-quality, on-brand visuals at production scale has remained unsolved. Until now. Generating marketing images isn’t just about automation; it’s about balancing speed, creative fidelity, and brand alignment—which has never before been explored in a scalable, production-ready workflow with agents. In this breakout session, discover the challenges of bringing text-to-image into real-world campaigns and the breakthrough that makes it possible. Join this session to learn how to create scalable, robust, and brand-aligned agentic workflows using Nova Canvas and Nova Pro, and see how AI can supercharge your creative pipeline.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - SageMaker HyperPod: Checkpointless & elastic training for AI models (AIM3338)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing ELK GenAI Amazon SageMaker

Transform your generative AI model development with checkpointless and elastic training on Amazon SageMaker HyperPod. Learn how checkpointless training eliminates costly downtime by automatically recovering from infrastructure faults in minutes instead of hours, using peer-to-peer state transfer without relying on restarting from checkpoints. Discover how elastic training can dynamically expand to claim idle accelerators or gracefully contract when higher-priority tasks need capacity, all without manual intervention. See how these innovations help you maintain forward training momentum despite infrastructure faults or fluctuations in resource availability, helping you scale and accelerate generative AI model development across hundreds to thousands of AI accelerators.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - SageMaker & MLflow: Innovate faster with no infrastructure management (AIM3340)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing GenAI Amazon SageMaker

As organizations build and customize multiple AI models and agents, managing experiments, versions, and evaluations becomes increasingly complex. In this session, see how Intuit, a leader in financial technology, is using Amazon SageMaker with MLflow to accelerate their AI initiatives and empower their teams to build and deploy AI solutions with confidence. Discover how this new capability eliminates infrastructure management while providing comprehensive experiment tracking, model evaluation, and observability. Learn to efficiently manage your growing AI portfolio across traditional ML, custom models, generative AI applications, and fine-tuned agents—all from a single, streamlined environment.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Build gpu-boosted, auto-optimized, billion-scale VectorDBs in hours (ANT213)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Cloud Computing GenAI Vector DB

Amazon OpenSearch Service lets you search billions of vectors in milliseconds and with high accuracy to support semantic search and power generative AI. Learn how we're democratizing vector search and accelerating AI application development with vector index GPU-acceleration and auto-optimization on Amazon OpenSearch Service. These new features allow you to build billion-scale vector database in under an hour, and index vectors 10x faster at only a quarter of the cost, while auto-optimizing for search speed, quality and cost savings.

Learn More: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - iTTi's Cross-Company Data Mesh Blueprint with Amazon SageMaker (ANT342)

2025-12-07 · AWS re:Invent 2024 Watch

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Agile/Scrum Amazon EMR Cloud Computing Data Lake Amazon SageMaker

This session shares the journey of implementing a hybrid Data Mesh architecture within a multi-company holding, balancing centralization and decentralization needs. We will cover how our hybrid approach leverages Amazon EMR on EKS for data lake ingestion and Amazon SageMaker to enable self-service data discovery, data product subscription, and consumption, allowing companies within the group to autonomously explore, access, and utilize data products while maintaining centralized governance. Through ITTI - Grupo Vázquez's real-world experience, attendees will learn how this hybrid data mesh architecture successfully addresses diverse data domains, varying governance requirements, and rapid value delivery needs.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS